A Multimodal Fusion Framework for Early Non‐Invasive Screening of Cognitive Impairment Using Language Digital Biomarkers

The proposed multimodal framework offers a highly accurate, cost-effective, and non-invasive method for the early detection of cognitive impairment. The identified biomarkers provide valuable insights into early functional deficits associated with cognitive decline, advancing our understanding of the disease and enabling the development of more effective screening tools.

Authors

Institutions

Publication Details

Journal
Alzheimer s & Dementia
Published
2025-12-01
DOI
https://doi.org/10.1002/alz70856_099209
Primary Topic
Dementia and Cognitive Impairment Research
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

A Multimodal Fusion Framework for Early Non‐Invasive Screening of Cognitive Impairment Using Language Digital Biomarkers

Q. Chen, Zhixing Zhou, Jiahui Xu, Huanhuan Xia et al.
Alzheimer s & Dementia
Dementia and Cognitive Impairment Research
article

A Multimodal Fusion Framework for Early Non‐Invasive Screening of Cognitive Impairment Using Language Digital Biomarkers

Q. Chen, Zhixing Zhou, Jiahui Xu, Huanhuan Xia, Nan Chen
article en

Abstract

The proposed multimodal framework offers a highly accurate, cost-effective, and non-invasive method for the early detection of cognitive impairment. The identified biomarkers provide valuable insights into early functional deficits associated with cognitive decline, advancing our understanding of the disease and enabling the development of more effective screening tools.

Alzheimer s & DementiaVol. 21(S2)
University of Shanghai for Science and Technology (CN)
Quality Education
Openalex Percentile: Top 33%
Dementia and Cognitive Impairment Research
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.